{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'x': -7.6, 'y': -156.7, 'z': 0.0}\n",
      "{'x': -5.5, 'y': -220.6, 'z': 0.0}\n",
      "{'x': -8.2, 'y': -289.9, 'z': 0.0}\n",
      "{'x': 2.3, 'y': -370.2, 'z': 0.0}\n",
      "{'x': 7.6, 'y': -437.8, 'z': 0.0}\n",
      "{'x': 5.0, 'y': -503.3, 'z': 0.0}\n",
      "{'x': 3.6, 'y': -592.2, 'z': 0.0}\n",
      "{'x': 5.8, 'y': -660.4, 'z': 0.0}\n",
      "{'x': 6.2, 'y': -717.9, 'z': 0.0}\n",
      "{'x': -0.8, 'y': -808.8, 'z': 0.0}\n",
      "{'x': -96.5, 'y': -100.2, 'z': 0.0}\n",
      "{'x': -162.4, 'y': -148.3, 'z': 0.0}\n",
      "{'x': -211.9, 'y': -213.1, 'z': 0.0}\n",
      "{'x': -257.6, 'y': -259.0, 'z': 0.0}\n",
      "{'x': -303.9, 'y': -309.8, 'z': 0.0}\n",
      "{'x': -355.7, 'y': -352.7, 'z': 0.0}\n",
      "{'x': -411.6, 'y': -404.1, 'z': 0.0}\n",
      "{'x': -468.0, 'y': -463.9, 'z': 0.0}\n",
      "{'x': -522.2, 'y': -516.3, 'z': 0.0}\n",
      "{'x': -574.2, 'y': -575.5, 'z': 0.0}\n",
      "{'x': -142.5, 'y': -9.3, 'z': 0.0}\n",
      "{'x': -229.0, 'y': -8.1, 'z': 0.0}\n",
      "{'x': -300.2, 'y': 0.6, 'z': 0.0}\n",
      "{'x': -367.5, 'y': 7.8, 'z': 0.0}\n",
      "{'x': -436.4, 'y': -6.0, 'z': 0.0}\n",
      "{'x': -518.1, 'y': 1.4, 'z': 0.0}\n",
      "{'x': -588.1, 'y': -3.0, 'z': 0.0}\n",
      "{'x': -661.1, 'y': -8.3, 'z': 0.0}\n",
      "{'x': -730.3, 'y': -4.4, 'z': 0.0}\n",
      "{'x': -794.2, 'y': -4.9, 'z': 0.0}\n",
      "{'x': -115.0, 'y': 110.8, 'z': 0.0}\n",
      "{'x': -165.6, 'y': 163.7, 'z': 0.0}\n",
      "{'x': -210.3, 'y': 201.1, 'z': 0.0}\n",
      "{'x': -259.1, 'y': 269.3, 'z': 0.0}\n",
      "{'x': -317.6, 'y': 318.5, 'z': 0.0}\n",
      "{'x': -370.5, 'y': 356.2, 'z': 0.0}\n",
      "{'x': -418.3, 'y': 415.7, 'z': 0.0}\n",
      "{'x': -470.0, 'y': 460.1, 'z': 0.0}\n",
      "{'x': -511.2, 'y': 513.2, 'z': 0.0}\n",
      "{'x': -557.8, 'y': 575.6, 'z': 0.0}\n",
      "{'x': 3.7, 'y': 156.4, 'z': 0.0}\n",
      "{'x': 0.2, 'y': 230.0, 'z': 0.0}\n",
      "{'x': -9.7, 'y': 286.8, 'z': 0.0}\n",
      "{'x': -7.1, 'y': 359.4, 'z': 0.0}\n",
      "{'x': 1.7, 'y': 448.7, 'z': 0.0}\n",
      "{'x': -7.1, 'y': 508.8, 'z': 0.0}\n",
      "{'x': 4.1, 'y': 585.2, 'z': 0.0}\n",
      "{'x': -1.5, 'y': 663.7, 'z': 0.0}\n",
      "{'x': 4.2, 'y': 736.5, 'z': 0.0}\n",
      "{'x': -2.5, 'y': 809.8, 'z': 0.0}\n",
      "{'x': 100.9, 'y': 106.3, 'z': 0.0}\n",
      "{'x': 162.3, 'y': 161.8, 'z': 0.0}\n",
      "{'x': 216.9, 'y': 204.2, 'z': 0.0}\n",
      "{'x': 257.7, 'y': 263.4, 'z': 0.0}\n",
      "{'x': 313.8, 'y': 300.4, 'z': 0.0}\n",
      "{'x': 357.7, 'y': 366.7, 'z': 0.0}\n",
      "{'x': 403.8, 'y': 409.0, 'z': 0.0}\n",
      "{'x': 453.7, 'y': 455.4, 'z': 0.0}\n",
      "{'x': 522.9, 'y': 511.8, 'z': 0.0}\n",
      "{'x': 567.3, 'y': 564.5, 'z': 0.0}\n",
      "{'x': 145.7, 'y': 9.5, 'z': 0.0}\n",
      "{'x': 217.2, 'y': 6.0, 'z': 0.0}\n",
      "{'x': 289.5, 'y': -0.4, 'z': 0.0}\n",
      "{'x': 376.3, 'y': -6.0, 'z': 0.0}\n",
      "{'x': 434.3, 'y': -7.7, 'z': 0.0}\n",
      "{'x': 508.5, 'y': 2.3, 'z': 0.0}\n",
      "{'x': 581.8, 'y': -8.7, 'z': 0.0}\n",
      "{'x': 659.1, 'y': -9.9, 'z': 0.0}\n",
      "{'x': 730.7, 'y': 8.4, 'z': 0.0}\n",
      "{'x': 790.1, 'y': -7.9, 'z': 0.0}\n",
      "{'x': 106.5, 'y': -111.1, 'z': 0.0}\n",
      "{'x': 150.3, 'y': -158.6, 'z': 0.0}\n",
      "{'x': 209.9, 'y': -199.5, 'z': 0.0}\n",
      "{'x': 267.0, 'y': -256.6, 'z': 0.0}\n",
      "{'x': 318.6, 'y': -316.2, 'z': 0.0}\n",
      "{'x': 366.1, 'y': -359.9, 'z': 0.0}\n",
      "{'x': 420.9, 'y': -419.0, 'z': 0.0}\n",
      "{'x': 454.7, 'y': -454.7, 'z': 0.0}\n",
      "{'x': 521.4, 'y': -505.1, 'z': 0.0}\n",
      "{'x': 569.1, 'y': -561.1, 'z': 0.0}\n"
     ]
    }
   ],
   "source": [
    "def read_station_coordinates(file_path):\n",
    "    \"\"\"\n",
    "    Reads station coordinates from the given file and returns a list of dictionaries.\n",
    "\n",
    "    :param file_path: Path to the stloc.xy file.\n",
    "    :return: List of dictionaries containing station coordinates and other information.\n",
    "    \"\"\"\n",
    "    station_data = {}\n",
    "\n",
    "    with open(file_path, 'r') as file:\n",
    "        for line in file:\n",
    "            # Skip comment lines and blank lines\n",
    "            if line.strip().startswith('#') or not line.strip():\n",
    "                continue\n",
    "\n",
    "            # Split the line into columns\n",
    "            columns = line.split()\n",
    "\n",
    "            # Ensure the line has the correct number of columns\n",
    "            if len(columns) == 4:\n",
    "                stnm, x, y, z = columns\n",
    "                station_data[stnm] = {\n",
    "                    'x': float(x),\n",
    "                    'y': float(y),\n",
    "                    'z': float(z),\n",
    "                    # 'stnm': stnm,\n",
    "                }\n",
    "\n",
    "    return station_data\n",
    "\n",
    "\n",
    "# Example usage\n",
    "sta_path = \"f:/SimSeisData/station.txt\"\n",
    "station = read_station_coordinates(sta_path)\n",
    "for s in station:\n",
    "    print(station[s])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from obspy import read\n",
    "import numpy as np\n",
    "from datetime import datetime\n",
    "\n",
    "\n",
    "def read_sac_waveforms(folder):\n",
    "    \"\"\"\n",
    "    Reads all SAC files in the given folder and returns a list of ObsPy Stream objects.\n",
    "\n",
    "    :param folder: Path to the folder containing SAC files.\n",
    "    :return: List of ObsPy Stream objects.\n",
    "    \"\"\"\n",
    "    data = []\n",
    "    sta_names = []\n",
    "\n",
    "    for file_name in os.listdir(folder):\n",
    "        _, sta, axis, _ = file_name.split('.')\n",
    "        if not file_name.endswith('.sac'):\n",
    "            continue\n",
    "        if axis != 'Vz':\n",
    "            continue\n",
    "        # print(sta)\n",
    "        # print(station[sta])\n",
    "        file_path = os.path.join(folder, file_name)\n",
    "        data.append(read(file_path, format='SAC')[0].data)\n",
    "        sta_names.append(sta)\n",
    "        # plt.figure(figsize=(10, 5))\n",
    "        # plt.plot(data[-1])\n",
    "        # plt.title(f\"{sta} - {axis}\")\n",
    "        # plt.show()\n",
    "\n",
    "    return np.array(data), sta_names\n",
    "\n",
    "\n",
    "# w = read(\"./out_chengyu/wav_0/swpc.st00.Vz.sac\", format='SAC')\n",
    "# print(round(w[0].stats.sampling_rate))\n",
    "# st = w[0].stats.starttime\n",
    "# st = st.datetime\n",
    "# print(st)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['0.000', '0.000', '1.200', '61.000', '68.000', '15.000']\n",
      "['0.000', '0.000', '1.200', '265.000', '44.000', '-126.000']\n",
      "['0.000', '0.000', '1.200', '328.000', '47.000', '-2.000']\n",
      "['0.000', '0.000', '1.200', '132.000', '34.000', '-30.000']\n",
      "['0.000', '0.000', '1.200', '339.000', '15.000', '161.000']\n",
      "['0.000', '0.000', '1.200', '135.000', '70.000', '115.000']\n",
      "['0.000', '0.000', '1.200', '343.000', '65.000', '-26.000']\n",
      "['0.000', '0.000', '1.200', '94.000', '49.000', '-121.000']\n",
      "['0.000', '0.000', '1.200', '50.000', '64.000', '-64.000']\n",
      "['0.000', '0.000', '1.200', '168.000', '66.000', '-173.000']\n",
      "['0.000', '0.000', '1.200', '239.000', '59.000', '48.000']\n",
      "['0.000', '0.000', '1.200', '271.000', '66.000', '125.000']\n",
      "['0.000', '0.000', '1.200', '268.000', '4.000', '-67.000']\n",
      "['0.000', '0.000', '1.200', '319.000', '1.000', '21.000']\n",
      "['0.000', '0.000', '1.200', '289.000', '1.000', '27.000']\n",
      "['0.000', '0.000', '1.200', '222.000', '67.000', '74.000']\n",
      "['0.000', '0.000', '1.200', '237.000', '7.000', '63.000']\n",
      "['0.000', '0.000', '1.200', '42.000', '71.000', '-107.000']\n",
      "['0.000', '0.000', '1.200', '226.000', '14.000', '-111.000']\n",
      "['0.000', '0.000', '1.200', '352.000', '58.000', '67.000']\n",
      "['0.000', '0.000', '1.200', '272.000', '13.000', '-19.000']\n",
      "['0.000', '0.000', '1.200', '15.000', '40.000', '75.000']\n",
      "['0.000', '0.000', '1.200', '69.000', '88.000', '145.000']\n",
      "['0.000', '0.000', '1.200', '174.000', '22.000', '99.000']\n",
      "['0.000', '0.000', '1.200', '257.000', '74.000', '-77.000']\n",
      "['0.000', '0.000', '1.200', '211.000', '50.000', '-47.000']\n",
      "['0.000', '0.000', '1.200', '7.000', '41.000', '-132.000']\n",
      "['0.000', '0.000', '1.200', '214.000', '51.000', '58.000']\n",
      "['0.000', '0.000', '1.200', '55.000', '18.000', '42.000']\n",
      "['0.000', '0.000', '1.200', '79.000', '21.000', '-65.000']\n",
      "['0.000', '0.000', '1.200', '83.000', '55.000', '147.000']\n",
      "['0.000', '0.000', '1.200', '211.000', '65.000', '136.000']\n",
      "['0.000', '0.000', '1.200', '307.000', '45.000', '62.000']\n",
      "['0.000', '0.000', '1.200', '79.000', '44.000', '133.000']\n",
      "['0.000', '0.000', '1.200', '315.000', '45.000', '-54.000']\n",
      "['0.000', '0.000', '1.200', '317.000', '60.000', '138.000']\n",
      "['0.000', '0.000', '1.200', '240.000', '28.000', '162.000']\n",
      "['0.000', '0.000', '1.200', '136.000', '77.000', '0.000']\n",
      "['0.000', '0.000', '1.200', '332.000', '2.000', '77.000']\n",
      "['0.000', '0.000', '1.200', '321.000', '14.000', '-86.000']\n",
      "['0.000', '0.000', '1.500', '61.000', '68.000', '15.000']\n",
      "['0.000', '0.000', '1.500', '265.000', '44.000', '-126.000']\n",
      "['0.000', '0.000', '1.500', '328.000', '47.000', '-2.000']\n",
      "['0.000', '0.000', '1.500', '132.000', '34.000', '-30.000']\n",
      "['0.000', '0.000', '1.500', '339.000', '15.000', '161.000']\n",
      "['0.000', '0.000', '1.500', '135.000', '70.000', '115.000']\n",
      "['0.000', '0.000', '1.500', '343.000', '65.000', '-26.000']\n",
      "['0.000', '0.000', '1.500', '94.000', '49.000', '-121.000']\n",
      "['0.000', '0.000', '1.500', '50.000', '64.000', '-64.000']\n",
      "['0.000', '0.000', '1.500', '168.000', '66.000', '-173.000']\n",
      "['0.000', '0.000', '1.500', '239.000', '59.000', '48.000']\n",
      "['0.000', '0.000', '1.500', '271.000', '66.000', '125.000']\n",
      "['0.000', '0.000', '1.500', '268.000', '4.000', '-67.000']\n",
      "['0.000', '0.000', '1.500', '319.000', '1.000', '21.000']\n",
      "['0.000', '0.000', '1.500', '289.000', '1.000', '27.000']\n",
      "['0.000', '0.000', '1.500', '222.000', '67.000', '74.000']\n",
      "['0.000', '0.000', '1.500', '237.000', '7.000', '63.000']\n",
      "['0.000', '0.000', '1.500', '42.000', '71.000', '-107.000']\n",
      "['0.000', '0.000', '1.500', '226.000', '14.000', '-111.000']\n",
      "['0.000', '0.000', '1.500', '352.000', '58.000', '67.000']\n",
      "['0.000', '0.000', '1.500', '272.000', '13.000', '-19.000']\n",
      "['0.000', '0.000', '1.500', '15.000', '40.000', '75.000']\n",
      "['0.000', '0.000', '1.500', '69.000', '88.000', '145.000']\n",
      "['0.000', '0.000', '1.500', '174.000', '22.000', '99.000']\n",
      "['0.000', '0.000', '1.500', '257.000', '74.000', '-77.000']\n",
      "['0.000', '0.000', '1.500', '211.000', '50.000', '-47.000']\n",
      "['0.000', '0.000', '1.500', '7.000', '41.000', '-132.000']\n",
      "['0.000', '0.000', '1.500', '214.000', '51.000', '58.000']\n",
      "['0.000', '0.000', '1.500', '55.000', '18.000', '42.000']\n",
      "['0.000', '0.000', '1.500', '79.000', '21.000', '-65.000']\n",
      "['0.000', '0.000', '1.500', '83.000', '55.000', '147.000']\n",
      "['0.000', '0.000', '1.500', '211.000', '65.000', '136.000']\n",
      "['0.000', '0.000', '1.500', '307.000', '45.000', '62.000']\n",
      "['0.000', '0.000', '1.500', '79.000', '44.000', '133.000']\n",
      "['0.000', '0.000', '1.500', '315.000', '45.000', '-54.000']\n",
      "['0.000', '0.000', '1.500', '317.000', '60.000', '138.000']\n",
      "['0.000', '0.000', '1.500', '240.000', '28.000', '162.000']\n",
      "['0.000', '0.000', '1.500', '136.000', '77.000', '0.000']\n",
      "['0.000', '0.000', '1.500', '332.000', '2.000', '77.000']\n",
      "['0.000', '0.000', '1.500', '321.000', '14.000', '-86.000']\n",
      "['0.000', '0.000', '1.800', '61.000', '68.000', '15.000']\n",
      "['0.000', '0.000', '1.800', '265.000', '44.000', '-126.000']\n",
      "['0.000', '0.000', '1.800', '328.000', '47.000', '-2.000']\n",
      "['0.000', '0.000', '1.800', '132.000', '34.000', '-30.000']\n",
      "['0.000', '0.000', '1.800', '339.000', '15.000', '161.000']\n",
      "['0.000', '0.000', '1.800', '135.000', '70.000', '115.000']\n",
      "['0.000', '0.000', '1.800', '343.000', '65.000', '-26.000']\n",
      "['0.000', '0.000', '1.800', '94.000', '49.000', '-121.000']\n",
      "['0.000', '0.000', '1.800', '50.000', '64.000', '-64.000']\n",
      "['0.000', '0.000', '1.800', '168.000', '66.000', '-173.000']\n",
      "['0.000', '0.000', '1.800', '239.000', '59.000', '48.000']\n",
      "['0.000', '0.000', '1.800', '271.000', '66.000', '125.000']\n",
      "['0.000', '0.000', '1.800', '268.000', '4.000', '-67.000']\n",
      "['0.000', '0.000', '1.800', '319.000', '1.000', '21.000']\n",
      "['0.000', '0.000', '1.800', '289.000', '1.000', '27.000']\n",
      "['0.000', '0.000', '1.800', '222.000', '67.000', '74.000']\n",
      "['0.000', '0.000', '1.800', '237.000', '7.000', '63.000']\n",
      "['0.000', '0.000', '1.800', '42.000', '71.000', '-107.000']\n",
      "['0.000', '0.000', '1.800', '226.000', '14.000', '-111.000']\n",
      "['0.000', '0.000', '1.800', '352.000', '58.000', '67.000']\n",
      "['0.000', '0.000', '1.800', '272.000', '13.000', '-19.000']\n",
      "['0.000', '0.000', '1.800', '15.000', '40.000', '75.000']\n",
      "['0.000', '0.000', '1.800', '69.000', '88.000', '145.000']\n",
      "['0.000', '0.000', '1.800', '174.000', '22.000', '99.000']\n",
      "['0.000', '0.000', '1.800', '257.000', '74.000', '-77.000']\n",
      "['0.000', '0.000', '1.800', '211.000', '50.000', '-47.000']\n",
      "['0.000', '0.000', '1.800', '7.000', '41.000', '-132.000']\n",
      "['0.000', '0.000', '1.800', '214.000', '51.000', '58.000']\n",
      "['0.000', '0.000', '1.800', '55.000', '18.000', '42.000']\n",
      "['0.000', '0.000', '1.800', '79.000', '21.000', '-65.000']\n",
      "['0.000', '0.000', '1.800', '83.000', '55.000', '147.000']\n",
      "['0.000', '0.000', '1.800', '211.000', '65.000', '136.000']\n",
      "['0.000', '0.000', '1.800', '307.000', '45.000', '62.000']\n",
      "['0.000', '0.000', '1.800', '79.000', '44.000', '133.000']\n",
      "['0.000', '0.000', '1.800', '315.000', '45.000', '-54.000']\n",
      "['0.000', '0.000', '1.800', '317.000', '60.000', '138.000']\n",
      "['0.000', '0.000', '1.800', '240.000', '28.000', '162.000']\n",
      "['0.000', '0.000', '1.800', '136.000', '77.000', '0.000']\n",
      "['0.000', '0.000', '1.800', '332.000', '2.000', '77.000']\n",
      "['0.000', '0.000', '1.800', '321.000', '14.000', '-86.000']\n",
      "['0.231', '0.096', '1.200', '61.000', '68.000', '15.000']\n",
      "['0.231', '0.096', '1.200', '265.000', '44.000', '-126.000']\n",
      "['0.231', '0.096', '1.200', '328.000', '47.000', '-2.000']\n",
      "['0.231', '0.096', '1.200', '132.000', '34.000', '-30.000']\n",
      "['0.231', '0.096', '1.200', '339.000', '15.000', '161.000']\n",
      "['0.231', '0.096', '1.200', '135.000', '70.000', '115.000']\n",
      "['0.231', '0.096', '1.200', '343.000', '65.000', '-26.000']\n",
      "['0.231', '0.096', '1.200', '94.000', '49.000', '-121.000']\n",
      "['0.231', '0.096', '1.200', '50.000', '64.000', '-64.000']\n",
      "['0.231', '0.096', '1.200', '168.000', '66.000', '-173.000']\n",
      "['0.231', '0.096', '1.200', '239.000', '59.000', '48.000']\n",
      "['0.231', '0.096', '1.200', '271.000', '66.000', '125.000']\n",
      "['0.231', '0.096', '1.200', '268.000', '4.000', '-67.000']\n",
      "['0.231', '0.096', '1.200', '319.000', '1.000', '21.000']\n",
      "['0.231', '0.096', '1.200', '289.000', '1.000', '27.000']\n",
      "['0.231', '0.096', '1.200', '222.000', '67.000', '74.000']\n",
      "['0.231', '0.096', '1.200', '237.000', '7.000', '63.000']\n",
      "['0.231', '0.096', '1.200', '42.000', '71.000', '-107.000']\n",
      "['0.231', '0.096', '1.200', '226.000', '14.000', '-111.000']\n",
      "['0.231', '0.096', '1.200', '352.000', '58.000', '67.000']\n",
      "['0.231', '0.096', '1.200', '272.000', '13.000', '-19.000']\n",
      "['0.231', '0.096', '1.200', '15.000', '40.000', '75.000']\n",
      "['0.231', '0.096', '1.200', '69.000', '88.000', '145.000']\n",
      "['0.231', '0.096', '1.200', '174.000', '22.000', '99.000']\n",
      "['0.231', '0.096', '1.200', '257.000', '74.000', '-77.000']\n",
      "['0.231', '0.096', '1.200', '211.000', '50.000', '-47.000']\n",
      "['0.231', '0.096', '1.200', '7.000', '41.000', '-132.000']\n",
      "['0.231', '0.096', '1.200', '214.000', '51.000', '58.000']\n",
      "['0.231', '0.096', '1.200', '55.000', '18.000', '42.000']\n",
      "['0.231', '0.096', '1.200', '79.000', '21.000', '-65.000']\n",
      "['0.231', '0.096', '1.200', '83.000', '55.000', '147.000']\n",
      "['0.231', '0.096', '1.200', '211.000', '65.000', '136.000']\n",
      "['0.231', '0.096', '1.200', '307.000', '45.000', '62.000']\n",
      "['0.231', '0.096', '1.200', '79.000', '44.000', '133.000']\n",
      "['0.231', '0.096', '1.200', '315.000', '45.000', '-54.000']\n",
      "['0.231', '0.096', '1.200', '317.000', '60.000', '138.000']\n",
      "['0.231', '0.096', '1.200', '240.000', '28.000', '162.000']\n",
      "['0.231', '0.096', '1.200', '136.000', '77.000', '0.000']\n",
      "['0.231', '0.096', '1.200', '332.000', '2.000', '77.000']\n",
      "['0.231', '0.096', '1.200', '321.000', '14.000', '-86.000']\n",
      "['0.231', '0.096', '1.500', '61.000', '68.000', '15.000']\n",
      "['0.231', '0.096', '1.500', '265.000', '44.000', '-126.000']\n",
      "['0.231', '0.096', '1.500', '328.000', '47.000', '-2.000']\n",
      "['0.231', '0.096', '1.500', '132.000', '34.000', '-30.000']\n",
      "['0.231', '0.096', '1.500', '339.000', '15.000', '161.000']\n",
      "['0.231', '0.096', '1.500', '135.000', '70.000', '115.000']\n",
      "['0.231', '0.096', '1.500', '343.000', '65.000', '-26.000']\n",
      "['0.231', '0.096', '1.500', '94.000', '49.000', '-121.000']\n",
      "['0.231', '0.096', '1.500', '50.000', '64.000', '-64.000']\n",
      "['0.231', '0.096', '1.500', '168.000', '66.000', '-173.000']\n",
      "['0.231', '0.096', '1.500', '239.000', '59.000', '48.000']\n",
      "['0.231', '0.096', '1.500', '271.000', '66.000', '125.000']\n",
      "['0.231', '0.096', '1.500', '268.000', '4.000', '-67.000']\n",
      "['0.231', '0.096', '1.500', '319.000', '1.000', '21.000']\n",
      "['0.231', '0.096', '1.500', '289.000', '1.000', '27.000']\n",
      "['0.231', '0.096', '1.500', '222.000', '67.000', '74.000']\n",
      "['0.231', '0.096', '1.500', '237.000', '7.000', '63.000']\n",
      "['0.231', '0.096', '1.500', '42.000', '71.000', '-107.000']\n",
      "['0.231', '0.096', '1.500', '226.000', '14.000', '-111.000']\n",
      "['0.231', '0.096', '1.500', '352.000', '58.000', '67.000']\n",
      "['0.231', '0.096', '1.500', '272.000', '13.000', '-19.000']\n",
      "['0.231', '0.096', '1.500', '15.000', '40.000', '75.000']\n",
      "['0.231', '0.096', '1.500', '69.000', '88.000', '145.000']\n",
      "['0.231', '0.096', '1.500', '174.000', '22.000', '99.000']\n",
      "['0.231', '0.096', '1.500', '257.000', '74.000', '-77.000']\n",
      "['0.231', '0.096', '1.500', '211.000', '50.000', '-47.000']\n",
      "['0.231', '0.096', '1.500', '7.000', '41.000', '-132.000']\n",
      "['0.231', '0.096', '1.500', '214.000', '51.000', '58.000']\n",
      "['0.231', '0.096', '1.500', '55.000', '18.000', '42.000']\n",
      "['0.231', '0.096', '1.500', '79.000', '21.000', '-65.000']\n",
      "['0.231', '0.096', '1.500', '83.000', '55.000', '147.000']\n",
      "['0.231', '0.096', '1.500', '211.000', '65.000', '136.000']\n",
      "['0.231', '0.096', '1.500', '307.000', '45.000', '62.000']\n",
      "['0.231', '0.096', '1.500', '79.000', '44.000', '133.000']\n",
      "['0.231', '0.096', '1.500', '315.000', '45.000', '-54.000']\n",
      "['0.231', '0.096', '1.500', '317.000', '60.000', '138.000']\n",
      "['0.231', '0.096', '1.500', '240.000', '28.000', '162.000']\n",
      "['0.231', '0.096', '1.500', '136.000', '77.000', '0.000']\n",
      "['0.231', '0.096', '1.500', '332.000', '2.000', '77.000']\n",
      "['0.231', '0.096', '1.500', '321.000', '14.000', '-86.000']\n",
      "['0.231', '0.096', '1.800', '61.000', '68.000', '15.000']\n",
      "['0.231', '0.096', '1.800', '265.000', '44.000', '-126.000']\n",
      "['0.231', '0.096', '1.800', '328.000', '47.000', '-2.000']\n",
      "['0.231', '0.096', '1.800', '132.000', '34.000', '-30.000']\n",
      "['0.231', '0.096', '1.800', '339.000', '15.000', '161.000']\n",
      "['0.231', '0.096', '1.800', '135.000', '70.000', '115.000']\n",
      "['0.231', '0.096', '1.800', '343.000', '65.000', '-26.000']\n",
      "['0.231', '0.096', '1.800', '94.000', '49.000', '-121.000']\n",
      "['0.231', '0.096', '1.800', '50.000', '64.000', '-64.000']\n",
      "['0.231', '0.096', '1.800', '168.000', '66.000', '-173.000']\n",
      "['0.231', '0.096', '1.800', '239.000', '59.000', '48.000']\n",
      "['0.231', '0.096', '1.800', '271.000', '66.000', '125.000']\n",
      "['0.231', '0.096', '1.800', '268.000', '4.000', '-67.000']\n",
      "['0.231', '0.096', '1.800', '319.000', '1.000', '21.000']\n",
      "['0.231', '0.096', '1.800', '289.000', '1.000', '27.000']\n",
      "['0.231', '0.096', '1.800', '222.000', '67.000', '74.000']\n",
      "['0.231', '0.096', '1.800', '237.000', '7.000', '63.000']\n",
      "['0.231', '0.096', '1.800', '42.000', '71.000', '-107.000']\n",
      "['0.231', '0.096', '1.800', '226.000', '14.000', '-111.000']\n",
      "['0.231', '0.096', '1.800', '352.000', '58.000', '67.000']\n",
      "['0.231', '0.096', '1.800', '272.000', '13.000', '-19.000']\n",
      "['0.231', '0.096', '1.800', '15.000', '40.000', '75.000']\n",
      "['0.231', '0.096', '1.800', '69.000', '88.000', '145.000']\n",
      "['0.231', '0.096', '1.800', '174.000', '22.000', '99.000']\n",
      "['0.231', '0.096', '1.800', '257.000', '74.000', '-77.000']\n",
      "['0.231', '0.096', '1.800', '211.000', '50.000', '-47.000']\n",
      "['0.231', '0.096', '1.800', '7.000', '41.000', '-132.000']\n",
      "['0.231', '0.096', '1.800', '214.000', '51.000', '58.000']\n",
      "['0.231', '0.096', '1.800', '55.000', '18.000', '42.000']\n",
      "['0.231', '0.096', '1.800', '79.000', '21.000', '-65.000']\n",
      "['0.231', '0.096', '1.800', '83.000', '55.000', '147.000']\n",
      "['0.231', '0.096', '1.800', '211.000', '65.000', '136.000']\n",
      "['0.231', '0.096', '1.800', '307.000', '45.000', '62.000']\n",
      "['0.231', '0.096', '1.800', '79.000', '44.000', '133.000']\n",
      "['0.231', '0.096', '1.800', '315.000', '45.000', '-54.000']\n",
      "['0.231', '0.096', '1.800', '317.000', '60.000', '138.000']\n",
      "['0.231', '0.096', '1.800', '240.000', '28.000', '162.000']\n",
      "['0.231', '0.096', '1.800', '136.000', '77.000', '0.000']\n",
      "['0.231', '0.096', '1.800', '332.000', '2.000', '77.000']\n",
      "['0.231', '0.096', '1.800', '321.000', '14.000', '-86.000']\n",
      "['0.250', '0.000', '1.200', '61.000', '68.000', '15.000']\n",
      "['0.250', '0.000', '1.200', '265.000', '44.000', '-126.000']\n",
      "['0.250', '0.000', '1.200', '328.000', '47.000', '-2.000']\n",
      "['0.250', '0.000', '1.200', '132.000', '34.000', '-30.000']\n",
      "['0.250', '0.000', '1.200', '339.000', '15.000', '161.000']\n",
      "['0.250', '0.000', '1.200', '135.000', '70.000', '115.000']\n",
      "['0.250', '0.000', '1.200', '343.000', '65.000', '-26.000']\n",
      "['0.250', '0.000', '1.200', '94.000', '49.000', '-121.000']\n",
      "['0.250', '0.000', '1.200', '50.000', '64.000', '-64.000']\n",
      "['0.250', '0.000', '1.200', '168.000', '66.000', '-173.000']\n",
      "['0.250', '0.000', '1.200', '239.000', '59.000', '48.000']\n",
      "['0.250', '0.000', '1.200', '271.000', '66.000', '125.000']\n",
      "['0.250', '0.000', '1.200', '268.000', '4.000', '-67.000']\n",
      "['0.250', '0.000', '1.200', '319.000', '1.000', '21.000']\n",
      "['0.250', '0.000', '1.200', '289.000', '1.000', '27.000']\n",
      "['0.250', '0.000', '1.200', '222.000', '67.000', '74.000']\n",
      "['0.250', '0.000', '1.200', '237.000', '7.000', '63.000']\n",
      "['0.250', '0.000', '1.200', '42.000', '71.000', '-107.000']\n",
      "['0.250', '0.000', '1.200', '226.000', '14.000', '-111.000']\n",
      "['0.250', '0.000', '1.200', '352.000', '58.000', '67.000']\n",
      "['0.250', '0.000', '1.200', '272.000', '13.000', '-19.000']\n",
      "['0.250', '0.000', '1.200', '15.000', '40.000', '75.000']\n",
      "['0.250', '0.000', '1.200', '69.000', '88.000', '145.000']\n",
      "['0.250', '0.000', '1.200', '174.000', '22.000', '99.000']\n",
      "['0.250', '0.000', '1.200', '257.000', '74.000', '-77.000']\n",
      "['0.250', '0.000', '1.200', '211.000', '50.000', '-47.000']\n",
      "['0.250', '0.000', '1.200', '7.000', '41.000', '-132.000']\n",
      "['0.250', '0.000', '1.200', '214.000', '51.000', '58.000']\n",
      "['0.250', '0.000', '1.200', '55.000', '18.000', '42.000']\n",
      "['0.250', '0.000', '1.200', '79.000', '21.000', '-65.000']\n",
      "['0.250', '0.000', '1.200', '83.000', '55.000', '147.000']\n",
      "['0.250', '0.000', '1.200', '211.000', '65.000', '136.000']\n",
      "['0.250', '0.000', '1.200', '307.000', '45.000', '62.000']\n",
      "['0.250', '0.000', '1.200', '79.000', '44.000', '133.000']\n",
      "['0.250', '0.000', '1.200', '315.000', '45.000', '-54.000']\n",
      "['0.250', '0.000', '1.200', '317.000', '60.000', '138.000']\n",
      "['0.250', '0.000', '1.200', '240.000', '28.000', '162.000']\n",
      "['0.250', '0.000', '1.200', '136.000', '77.000', '0.000']\n",
      "['0.250', '0.000', '1.200', '332.000', '2.000', '77.000']\n",
      "['0.250', '0.000', '1.200', '321.000', '14.000', '-86.000']\n",
      "['0.250', '0.000', '1.500', '61.000', '68.000', '15.000']\n",
      "['0.250', '0.000', '1.500', '265.000', '44.000', '-126.000']\n",
      "['0.250', '0.000', '1.500', '328.000', '47.000', '-2.000']\n",
      "['0.250', '0.000', '1.500', '132.000', '34.000', '-30.000']\n",
      "['0.250', '0.000', '1.500', '339.000', '15.000', '161.000']\n",
      "['0.250', '0.000', '1.500', '135.000', '70.000', '115.000']\n",
      "['0.250', '0.000', '1.500', '343.000', '65.000', '-26.000']\n",
      "['0.250', '0.000', '1.500', '94.000', '49.000', '-121.000']\n",
      "['0.250', '0.000', '1.500', '50.000', '64.000', '-64.000']\n",
      "['0.250', '0.000', '1.500', '168.000', '66.000', '-173.000']\n",
      "['0.250', '0.000', '1.500', '239.000', '59.000', '48.000']\n",
      "['0.250', '0.000', '1.500', '271.000', '66.000', '125.000']\n",
      "['0.250', '0.000', '1.500', '268.000', '4.000', '-67.000']\n",
      "['0.250', '0.000', '1.500', '319.000', '1.000', '21.000']\n",
      "['0.250', '0.000', '1.500', '289.000', '1.000', '27.000']\n",
      "['0.250', '0.000', '1.500', '222.000', '67.000', '74.000']\n",
      "['0.250', '0.000', '1.500', '237.000', '7.000', '63.000']\n",
      "['0.250', '0.000', '1.500', '42.000', '71.000', '-107.000']\n",
      "['0.250', '0.000', '1.500', '226.000', '14.000', '-111.000']\n",
      "['0.250', '0.000', '1.500', '352.000', '58.000', '67.000']\n",
      "['0.250', '0.000', '1.500', '272.000', '13.000', '-19.000']\n",
      "['0.250', '0.000', '1.500', '15.000', '40.000', '75.000']\n",
      "['0.250', '0.000', '1.500', '69.000', '88.000', '145.000']\n",
      "['0.250', '0.000', '1.500', '174.000', '22.000', '99.000']\n",
      "['0.250', '0.000', '1.500', '257.000', '74.000', '-77.000']\n",
      "['0.250', '0.000', '1.500', '211.000', '50.000', '-47.000']\n",
      "['0.250', '0.000', '1.500', '7.000', '41.000', '-132.000']\n",
      "['0.250', '0.000', '1.500', '214.000', '51.000', '58.000']\n",
      "['0.250', '0.000', '1.500', '55.000', '18.000', '42.000']\n",
      "['0.250', '0.000', '1.500', '79.000', '21.000', '-65.000']\n",
      "['0.250', '0.000', '1.500', '83.000', '55.000', '147.000']\n",
      "['0.250', '0.000', '1.500', '211.000', '65.000', '136.000']\n",
      "['0.250', '0.000', '1.500', '307.000', '45.000', '62.000']\n",
      "['0.250', '0.000', '1.500', '79.000', '44.000', '133.000']\n",
      "['0.250', '0.000', '1.500', '315.000', '45.000', '-54.000']\n",
      "['0.250', '0.000', '1.500', '317.000', '60.000', '138.000']\n",
      "['0.250', '0.000', '1.500', '240.000', '28.000', '162.000']\n",
      "['0.250', '0.000', '1.500', '136.000', '77.000', '0.000']\n",
      "['0.250', '0.000', '1.500', '332.000', '2.000', '77.000']\n",
      "['0.250', '0.000', '1.500', '321.000', '14.000', '-86.000']\n",
      "['0.250', '0.000', '1.800', '61.000', '68.000', '15.000']\n",
      "['0.250', '0.000', '1.800', '265.000', '44.000', '-126.000']\n",
      "['0.250', '0.000', '1.800', '328.000', '47.000', '-2.000']\n",
      "['0.250', '0.000', '1.800', '132.000', '34.000', '-30.000']\n",
      "['0.250', '0.000', '1.800', '339.000', '15.000', '161.000']\n",
      "['0.250', '0.000', '1.800', '135.000', '70.000', '115.000']\n",
      "['0.250', '0.000', '1.800', '343.000', '65.000', '-26.000']\n",
      "['0.250', '0.000', '1.800', '94.000', '49.000', '-121.000']\n",
      "['0.250', '0.000', '1.800', '50.000', '64.000', '-64.000']\n",
      "['0.250', '0.000', '1.800', '168.000', '66.000', '-173.000']\n",
      "['0.250', '0.000', '1.800', '239.000', '59.000', '48.000']\n",
      "['0.250', '0.000', '1.800', '271.000', '66.000', '125.000']\n",
      "['0.250', '0.000', '1.800', '268.000', '4.000', '-67.000']\n",
      "['0.250', '0.000', '1.800', '319.000', '1.000', '21.000']\n",
      "['0.250', '0.000', '1.800', '289.000', '1.000', '27.000']\n",
      "['0.250', '0.000', '1.800', '222.000', '67.000', '74.000']\n",
      "['0.250', '0.000', '1.800', '237.000', '7.000', '63.000']\n",
      "['0.250', '0.000', '1.800', '42.000', '71.000', '-107.000']\n",
      "['0.250', '0.000', '1.800', '226.000', '14.000', '-111.000']\n",
      "['0.250', '0.000', '1.800', '352.000', '58.000', '67.000']\n",
      "['0.250', '0.000', '1.800', '272.000', '13.000', '-19.000']\n",
      "['0.250', '0.000', '1.800', '15.000', '40.000', '75.000']\n",
      "['0.250', '0.000', '1.800', '69.000', '88.000', '145.000']\n",
      "['0.250', '0.000', '1.800', '174.000', '22.000', '99.000']\n",
      "['0.250', '0.000', '1.800', '257.000', '74.000', '-77.000']\n",
      "['0.250', '0.000', '1.800', '211.000', '50.000', '-47.000']\n",
      "['0.250', '0.000', '1.800', '7.000', '41.000', '-132.000']\n",
      "['0.250', '0.000', '1.800', '214.000', '51.000', '58.000']\n",
      "['0.250', '0.000', '1.800', '55.000', '18.000', '42.000']\n",
      "['0.250', '0.000', '1.800', '79.000', '21.000', '-65.000']\n",
      "['0.250', '0.000', '1.800', '83.000', '55.000', '147.000']\n",
      "['0.250', '0.000', '1.800', '211.000', '65.000', '136.000']\n",
      "['0.250', '0.000', '1.800', '307.000', '45.000', '62.000']\n",
      "['0.250', '0.000', '1.800', '79.000', '44.000', '133.000']\n",
      "['0.250', '0.000', '1.800', '315.000', '45.000', '-54.000']\n",
      "['0.250', '0.000', '1.800', '317.000', '60.000', '138.000']\n",
      "['0.250', '0.000', '1.800', '240.000', '28.000', '162.000']\n",
      "['0.250', '0.000', '1.800', '136.000', '77.000', '0.000']\n",
      "['0.250', '0.000', '1.800', '332.000', '2.000', '77.000']\n",
      "['0.250', '0.000', '1.800', '321.000', '14.000', '-86.000']\n",
      "['0.462', '0.191', '1.200', '61.000', '68.000', '15.000']\n",
      "['0.462', '0.191', '1.200', '265.000', '44.000', '-126.000']\n",
      "['0.462', '0.191', '1.200', '328.000', '47.000', '-2.000']\n",
      "['0.462', '0.191', '1.200', '132.000', '34.000', '-30.000']\n",
      "['0.462', '0.191', '1.200', '339.000', '15.000', '161.000']\n",
      "['0.462', '0.191', '1.200', '135.000', '70.000', '115.000']\n",
      "['0.462', '0.191', '1.200', '343.000', '65.000', '-26.000']\n",
      "['0.462', '0.191', '1.200', '94.000', '49.000', '-121.000']\n",
      "['0.462', '0.191', '1.200', '50.000', '64.000', '-64.000']\n",
      "['0.462', '0.191', '1.200', '168.000', '66.000', '-173.000']\n",
      "['0.462', '0.191', '1.200', '239.000', '59.000', '48.000']\n",
      "['0.462', '0.191', '1.200', '271.000', '66.000', '125.000']\n",
      "['0.462', '0.191', '1.200', '268.000', '4.000', '-67.000']\n",
      "['0.462', '0.191', '1.200', '319.000', '1.000', '21.000']\n",
      "['0.462', '0.191', '1.200', '289.000', '1.000', '27.000']\n",
      "['0.462', '0.191', '1.200', '222.000', '67.000', '74.000']\n",
      "['0.462', '0.191', '1.200', '237.000', '7.000', '63.000']\n",
      "['0.462', '0.191', '1.200', '42.000', '71.000', '-107.000']\n",
      "['0.462', '0.191', '1.200', '226.000', '14.000', '-111.000']\n",
      "['0.462', '0.191', '1.200', '352.000', '58.000', '67.000']\n",
      "['0.462', '0.191', '1.200', '272.000', '13.000', '-19.000']\n",
      "['0.462', '0.191', '1.200', '15.000', '40.000', '75.000']\n",
      "['0.462', '0.191', '1.200', '69.000', '88.000', '145.000']\n",
      "['0.462', '0.191', '1.200', '174.000', '22.000', '99.000']\n",
      "['0.462', '0.191', '1.200', '257.000', '74.000', '-77.000']\n",
      "['0.462', '0.191', '1.200', '211.000', '50.000', '-47.000']\n",
      "['0.462', '0.191', '1.200', '7.000', '41.000', '-132.000']\n",
      "['0.462', '0.191', '1.200', '214.000', '51.000', '58.000']\n",
      "['0.462', '0.191', '1.200', '55.000', '18.000', '42.000']\n",
      "['0.462', '0.191', '1.200', '79.000', '21.000', '-65.000']\n",
      "['0.462', '0.191', '1.200', '83.000', '55.000', '147.000']\n",
      "['0.462', '0.191', '1.200', '211.000', '65.000', '136.000']\n",
      "['0.462', '0.191', '1.200', '307.000', '45.000', '62.000']\n",
      "['0.462', '0.191', '1.200', '79.000', '44.000', '133.000']\n",
      "['0.462', '0.191', '1.200', '315.000', '45.000', '-54.000']\n",
      "['0.462', '0.191', '1.200', '317.000', '60.000', '138.000']\n",
      "['0.462', '0.191', '1.200', '240.000', '28.000', '162.000']\n",
      "['0.462', '0.191', '1.200', '136.000', '77.000', '0.000']\n",
      "['0.462', '0.191', '1.200', '332.000', '2.000', '77.000']\n",
      "['0.462', '0.191', '1.200', '321.000', '14.000', '-86.000']\n",
      "['0.462', '0.191', '1.500', '61.000', '68.000', '15.000']\n",
      "['0.462', '0.191', '1.500', '265.000', '44.000', '-126.000']\n",
      "['0.462', '0.191', '1.500', '328.000', '47.000', '-2.000']\n",
      "['0.462', '0.191', '1.500', '132.000', '34.000', '-30.000']\n",
      "['0.462', '0.191', '1.500', '339.000', '15.000', '161.000']\n",
      "['0.462', '0.191', '1.500', '135.000', '70.000', '115.000']\n",
      "['0.462', '0.191', '1.500', '343.000', '65.000', '-26.000']\n",
      "['0.462', '0.191', '1.500', '94.000', '49.000', '-121.000']\n",
      "['0.462', '0.191', '1.500', '50.000', '64.000', '-64.000']\n",
      "['0.462', '0.191', '1.500', '168.000', '66.000', '-173.000']\n",
      "['0.462', '0.191', '1.500', '239.000', '59.000', '48.000']\n",
      "['0.462', '0.191', '1.500', '271.000', '66.000', '125.000']\n",
      "['0.462', '0.191', '1.500', '268.000', '4.000', '-67.000']\n",
      "['0.462', '0.191', '1.500', '319.000', '1.000', '21.000']\n",
      "['0.462', '0.191', '1.500', '289.000', '1.000', '27.000']\n",
      "['0.462', '0.191', '1.500', '222.000', '67.000', '74.000']\n",
      "['0.462', '0.191', '1.500', '237.000', '7.000', '63.000']\n",
      "['0.462', '0.191', '1.500', '42.000', '71.000', '-107.000']\n",
      "['0.462', '0.191', '1.500', '226.000', '14.000', '-111.000']\n",
      "['0.462', '0.191', '1.500', '352.000', '58.000', '67.000']\n",
      "['0.462', '0.191', '1.500', '272.000', '13.000', '-19.000']\n",
      "['0.462', '0.191', '1.500', '15.000', '40.000', '75.000']\n",
      "['0.462', '0.191', '1.500', '69.000', '88.000', '145.000']\n",
      "['0.462', '0.191', '1.500', '174.000', '22.000', '99.000']\n",
      "['0.462', '0.191', '1.500', '257.000', '74.000', '-77.000']\n",
      "['0.462', '0.191', '1.500', '211.000', '50.000', '-47.000']\n",
      "['0.462', '0.191', '1.500', '7.000', '41.000', '-132.000']\n",
      "['0.462', '0.191', '1.500', '214.000', '51.000', '58.000']\n",
      "['0.462', '0.191', '1.500', '55.000', '18.000', '42.000']\n",
      "['0.462', '0.191', '1.500', '79.000', '21.000', '-65.000']\n",
      "['0.462', '0.191', '1.500', '83.000', '55.000', '147.000']\n",
      "['0.462', '0.191', '1.500', '211.000', '65.000', '136.000']\n",
      "['0.462', '0.191', '1.500', '307.000', '45.000', '62.000']\n",
      "['0.462', '0.191', '1.500', '79.000', '44.000', '133.000']\n",
      "['0.462', '0.191', '1.500', '315.000', '45.000', '-54.000']\n",
      "['0.462', '0.191', '1.500', '317.000', '60.000', '138.000']\n",
      "['0.462', '0.191', '1.500', '240.000', '28.000', '162.000']\n",
      "['0.462', '0.191', '1.500', '136.000', '77.000', '0.000']\n",
      "['0.462', '0.191', '1.500', '332.000', '2.000', '77.000']\n",
      "['0.462', '0.191', '1.500', '321.000', '14.000', '-86.000']\n",
      "['0.462', '0.191', '1.800', '61.000', '68.000', '15.000']\n",
      "['0.462', '0.191', '1.800', '265.000', '44.000', '-126.000']\n",
      "['0.462', '0.191', '1.800', '328.000', '47.000', '-2.000']\n",
      "['0.462', '0.191', '1.800', '132.000', '34.000', '-30.000']\n",
      "['0.462', '0.191', '1.800', '339.000', '15.000', '161.000']\n",
      "['0.462', '0.191', '1.800', '135.000', '70.000', '115.000']\n",
      "['0.462', '0.191', '1.800', '343.000', '65.000', '-26.000']\n",
      "['0.462', '0.191', '1.800', '94.000', '49.000', '-121.000']\n",
      "['0.462', '0.191', '1.800', '50.000', '64.000', '-64.000']\n",
      "['0.462', '0.191', '1.800', '168.000', '66.000', '-173.000']\n",
      "['0.462', '0.191', '1.800', '239.000', '59.000', '48.000']\n",
      "['0.462', '0.191', '1.800', '271.000', '66.000', '125.000']\n",
      "['0.462', '0.191', '1.800', '268.000', '4.000', '-67.000']\n",
      "['0.462', '0.191', '1.800', '319.000', '1.000', '21.000']\n",
      "['0.462', '0.191', '1.800', '289.000', '1.000', '27.000']\n",
      "['0.462', '0.191', '1.800', '222.000', '67.000', '74.000']\n",
      "['0.462', '0.191', '1.800', '237.000', '7.000', '63.000']\n",
      "['0.462', '0.191', '1.800', '42.000', '71.000', '-107.000']\n",
      "['0.462', '0.191', '1.800', '226.000', '14.000', '-111.000']\n",
      "['0.462', '0.191', '1.800', '352.000', '58.000', '67.000']\n",
      "['0.462', '0.191', '1.800', '272.000', '13.000', '-19.000']\n",
      "['0.462', '0.191', '1.800', '15.000', '40.000', '75.000']\n",
      "['0.462', '0.191', '1.800', '69.000', '88.000', '145.000']\n",
      "['0.462', '0.191', '1.800', '174.000', '22.000', '99.000']\n",
      "['0.462', '0.191', '1.800', '257.000', '74.000', '-77.000']\n",
      "['0.462', '0.191', '1.800', '211.000', '50.000', '-47.000']\n",
      "['0.462', '0.191', '1.800', '7.000', '41.000', '-132.000']\n",
      "['0.462', '0.191', '1.800', '214.000', '51.000', '58.000']\n",
      "['0.462', '0.191', '1.800', '55.000', '18.000', '42.000']\n",
      "['0.462', '0.191', '1.800', '79.000', '21.000', '-65.000']\n",
      "['0.462', '0.191', '1.800', '83.000', '55.000', '147.000']\n",
      "['0.462', '0.191', '1.800', '211.000', '65.000', '136.000']\n",
      "['0.462', '0.191', '1.800', '307.000', '45.000', '62.000']\n",
      "['0.462', '0.191', '1.800', '79.000', '44.000', '133.000']\n",
      "['0.462', '0.191', '1.800', '315.000', '45.000', '-54.000']\n",
      "['0.462', '0.191', '1.800', '317.000', '60.000', '138.000']\n",
      "['0.462', '0.191', '1.800', '240.000', '28.000', '162.000']\n",
      "['0.462', '0.191', '1.800', '136.000', '77.000', '0.000']\n",
      "['0.462', '0.191', '1.800', '332.000', '2.000', '77.000']\n",
      "['0.462', '0.191', '1.800', '321.000', '14.000', '-86.000']\n",
      "['0.500', '0.000', '1.200', '61.000', '68.000', '15.000']\n",
      "['0.500', '0.000', '1.200', '265.000', '44.000', '-126.000']\n",
      "['0.500', '0.000', '1.200', '328.000', '47.000', '-2.000']\n",
      "['0.500', '0.000', '1.200', '132.000', '34.000', '-30.000']\n",
      "['0.500', '0.000', '1.200', '339.000', '15.000', '161.000']\n",
      "['0.500', '0.000', '1.200', '135.000', '70.000', '115.000']\n",
      "['0.500', '0.000', '1.200', '343.000', '65.000', '-26.000']\n",
      "['0.500', '0.000', '1.200', '94.000', '49.000', '-121.000']\n",
      "['0.500', '0.000', '1.200', '50.000', '64.000', '-64.000']\n",
      "['0.500', '0.000', '1.200', '168.000', '66.000', '-173.000']\n",
      "['0.500', '0.000', '1.200', '239.000', '59.000', '48.000']\n",
      "['0.500', '0.000', '1.200', '271.000', '66.000', '125.000']\n",
      "['0.500', '0.000', '1.200', '268.000', '4.000', '-67.000']\n",
      "['0.500', '0.000', '1.200', '319.000', '1.000', '21.000']\n",
      "['0.500', '0.000', '1.200', '289.000', '1.000', '27.000']\n",
      "['0.500', '0.000', '1.200', '222.000', '67.000', '74.000']\n",
      "['0.500', '0.000', '1.200', '237.000', '7.000', '63.000']\n",
      "['0.500', '0.000', '1.200', '42.000', '71.000', '-107.000']\n",
      "['0.500', '0.000', '1.200', '226.000', '14.000', '-111.000']\n",
      "['0.500', '0.000', '1.200', '352.000', '58.000', '67.000']\n",
      "['0.500', '0.000', '1.200', '272.000', '13.000', '-19.000']\n",
      "['0.500', '0.000', '1.200', '15.000', '40.000', '75.000']\n",
      "['0.500', '0.000', '1.200', '69.000', '88.000', '145.000']\n",
      "['0.500', '0.000', '1.200', '174.000', '22.000', '99.000']\n",
      "['0.500', '0.000', '1.200', '257.000', '74.000', '-77.000']\n",
      "['0.500', '0.000', '1.200', '211.000', '50.000', '-47.000']\n",
      "['0.500', '0.000', '1.200', '7.000', '41.000', '-132.000']\n",
      "['0.500', '0.000', '1.200', '214.000', '51.000', '58.000']\n",
      "['0.500', '0.000', '1.200', '55.000', '18.000', '42.000']\n",
      "['0.500', '0.000', '1.200', '79.000', '21.000', '-65.000']\n",
      "['0.500', '0.000', '1.200', '83.000', '55.000', '147.000']\n",
      "['0.500', '0.000', '1.200', '211.000', '65.000', '136.000']\n",
      "['0.500', '0.000', '1.200', '307.000', '45.000', '62.000']\n",
      "['0.500', '0.000', '1.200', '79.000', '44.000', '133.000']\n",
      "['0.500', '0.000', '1.200', '315.000', '45.000', '-54.000']\n",
      "['0.500', '0.000', '1.200', '317.000', '60.000', '138.000']\n",
      "['0.500', '0.000', '1.200', '240.000', '28.000', '162.000']\n",
      "['0.500', '0.000', '1.200', '136.000', '77.000', '0.000']\n",
      "['0.500', '0.000', '1.200', '332.000', '2.000', '77.000']\n",
      "['0.500', '0.000', '1.200', '321.000', '14.000', '-86.000']\n",
      "['0.500', '0.000', '1.500', '61.000', '68.000', '15.000']\n",
      "['0.500', '0.000', '1.500', '265.000', '44.000', '-126.000']\n",
      "['0.500', '0.000', '1.500', '328.000', '47.000', '-2.000']\n",
      "['0.500', '0.000', '1.500', '132.000', '34.000', '-30.000']\n",
      "['0.500', '0.000', '1.500', '339.000', '15.000', '161.000']\n",
      "['0.500', '0.000', '1.500', '135.000', '70.000', '115.000']\n",
      "['0.500', '0.000', '1.500', '343.000', '65.000', '-26.000']\n",
      "['0.500', '0.000', '1.500', '94.000', '49.000', '-121.000']\n",
      "['0.500', '0.000', '1.500', '50.000', '64.000', '-64.000']\n",
      "['0.500', '0.000', '1.500', '168.000', '66.000', '-173.000']\n",
      "['0.500', '0.000', '1.500', '239.000', '59.000', '48.000']\n",
      "['0.500', '0.000', '1.500', '271.000', '66.000', '125.000']\n",
      "['0.500', '0.000', '1.500', '268.000', '4.000', '-67.000']\n",
      "['0.500', '0.000', '1.500', '319.000', '1.000', '21.000']\n",
      "['0.500', '0.000', '1.500', '289.000', '1.000', '27.000']\n",
      "['0.500', '0.000', '1.500', '222.000', '67.000', '74.000']\n",
      "['0.500', '0.000', '1.500', '237.000', '7.000', '63.000']\n",
      "['0.500', '0.000', '1.500', '42.000', '71.000', '-107.000']\n",
      "['0.500', '0.000', '1.500', '226.000', '14.000', '-111.000']\n",
      "['0.500', '0.000', '1.500', '352.000', '58.000', '67.000']\n",
      "['0.500', '0.000', '1.500', '272.000', '13.000', '-19.000']\n",
      "['0.500', '0.000', '1.500', '15.000', '40.000', '75.000']\n",
      "['0.500', '0.000', '1.500', '69.000', '88.000', '145.000']\n",
      "['0.500', '0.000', '1.500', '174.000', '22.000', '99.000']\n",
      "['0.500', '0.000', '1.500', '257.000', '74.000', '-77.000']\n",
      "['0.500', '0.000', '1.500', '211.000', '50.000', '-47.000']\n",
      "['0.500', '0.000', '1.500', '7.000', '41.000', '-132.000']\n",
      "['0.500', '0.000', '1.500', '214.000', '51.000', '58.000']\n",
      "['0.500', '0.000', '1.500', '55.000', '18.000', '42.000']\n",
      "['0.500', '0.000', '1.500', '79.000', '21.000', '-65.000']\n",
      "['0.500', '0.000', '1.500', '83.000', '55.000', '147.000']\n",
      "['0.500', '0.000', '1.500', '211.000', '65.000', '136.000']\n",
      "['0.500', '0.000', '1.500', '307.000', '45.000', '62.000']\n",
      "['0.500', '0.000', '1.500', '79.000', '44.000', '133.000']\n",
      "['0.500', '0.000', '1.500', '315.000', '45.000', '-54.000']\n",
      "['0.500', '0.000', '1.500', '317.000', '60.000', '138.000']\n",
      "['0.500', '0.000', '1.500', '240.000', '28.000', '162.000']\n",
      "['0.500', '0.000', '1.500', '136.000', '77.000', '0.000']\n",
      "['0.500', '0.000', '1.500', '332.000', '2.000', '77.000']\n",
      "['0.500', '0.000', '1.500', '321.000', '14.000', '-86.000']\n",
      "['0.500', '0.000', '1.800', '61.000', '68.000', '15.000']\n",
      "['0.500', '0.000', '1.800', '265.000', '44.000', '-126.000']\n",
      "['0.500', '0.000', '1.800', '328.000', '47.000', '-2.000']\n",
      "['0.500', '0.000', '1.800', '132.000', '34.000', '-30.000']\n",
      "['0.500', '0.000', '1.800', '339.000', '15.000', '161.000']\n",
      "['0.500', '0.000', '1.800', '135.000', '70.000', '115.000']\n",
      "['0.500', '0.000', '1.800', '343.000', '65.000', '-26.000']\n",
      "['0.500', '0.000', '1.800', '94.000', '49.000', '-121.000']\n",
      "['0.500', '0.000', '1.800', '50.000', '64.000', '-64.000']\n",
      "['0.500', '0.000', '1.800', '168.000', '66.000', '-173.000']\n",
      "['0.500', '0.000', '1.800', '239.000', '59.000', '48.000']\n",
      "['0.500', '0.000', '1.800', '271.000', '66.000', '125.000']\n",
      "['0.500', '0.000', '1.800', '268.000', '4.000', '-67.000']\n",
      "['0.500', '0.000', '1.800', '319.000', '1.000', '21.000']\n",
      "['0.500', '0.000', '1.800', '289.000', '1.000', '27.000']\n",
      "['0.500', '0.000', '1.800', '222.000', '67.000', '74.000']\n",
      "['0.500', '0.000', '1.800', '237.000', '7.000', '63.000']\n",
      "['0.500', '0.000', '1.800', '42.000', '71.000', '-107.000']\n",
      "['0.500', '0.000', '1.800', '226.000', '14.000', '-111.000']\n",
      "['0.500', '0.000', '1.800', '352.000', '58.000', '67.000']\n",
      "['0.500', '0.000', '1.800', '272.000', '13.000', '-19.000']\n",
      "['0.500', '0.000', '1.800', '15.000', '40.000', '75.000']\n",
      "['0.500', '0.000', '1.800', '69.000', '88.000', '145.000']\n",
      "['0.500', '0.000', '1.800', '174.000', '22.000', '99.000']\n",
      "['0.500', '0.000', '1.800', '257.000', '74.000', '-77.000']\n",
      "['0.500', '0.000', '1.800', '211.000', '50.000', '-47.000']\n",
      "['0.500', '0.000', '1.800', '7.000', '41.000', '-132.000']\n",
      "['0.500', '0.000', '1.800', '214.000', '51.000', '58.000']\n",
      "['0.500', '0.000', '1.800', '55.000', '18.000', '42.000']\n",
      "['0.500', '0.000', '1.800', '79.000', '21.000', '-65.000']\n",
      "['0.500', '0.000', '1.800', '83.000', '55.000', '147.000']\n",
      "['0.500', '0.000', '1.800', '211.000', '65.000', '136.000']\n",
      "['0.500', '0.000', '1.800', '307.000', '45.000', '62.000']\n",
      "['0.500', '0.000', '1.800', '79.000', '44.000', '133.000']\n",
      "['0.500', '0.000', '1.800', '315.000', '45.000', '-54.000']\n",
      "['0.500', '0.000', '1.800', '317.000', '60.000', '138.000']\n",
      "['0.500', '0.000', '1.800', '240.000', '28.000', '162.000']\n",
      "['0.500', '0.000', '1.800', '136.000', '77.000', '0.000']\n",
      "['0.500', '0.000', '1.800', '332.000', '2.000', '77.000']\n",
      "['0.500', '0.000', '1.800', '321.000', '14.000', '-86.000']\n"
     ]
    }
   ],
   "source": [
    "def read_source_params(file_path):\n",
    "    \"\"\"\n",
    "    Reads source parameters from the given file and returns a list of dictionaries.\n",
    "\n",
    "    :param file_path: Path to the source_params.txt file.\n",
    "    :return: List of dictionaries containing source parameters.\n",
    "    \"\"\"\n",
    "    source_data = []\n",
    "\n",
    "    with open(file_path, 'r') as file:\n",
    "        lines = file.readlines()\n",
    "    for line in lines:\n",
    "        params = line.strip().split()\n",
    "        print(params)\n",
    "        # Modify the source file\n",
    "        data_dict = {\n",
    "            'x': float(params[0]),\n",
    "            'y': float(params[1]),\n",
    "            'z': float(params[2]),\n",
    "            'strike': float(params[3]),\n",
    "            'dip': float(params[4]),\n",
    "            'rake': float(params[5])\n",
    "        }\n",
    "        source_data.append(data_dict)\n",
    "    return source_data\n",
    "\n",
    "\n",
    "source_path = \"f:/SimSeisData/out_chengyu/joblist_fcy.dat\"\n",
    "sources = read_source_params(source_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from obspy.imaging.beachball import beachball\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def plot_beachball(source, size=200, linewidth=1):\n",
    "    \"\"\"\n",
    "    Plot a beachball diagram using given focal mechanism parameters.\n",
    "\n",
    "    :param source: Dictionary containing focal mechanism parameters.\n",
    "    :param size: Size of the beachball diagram.\n",
    "    :param linewidth: Line width of the beachball diagram.\n",
    "    \"\"\"\n",
    "    # Create a figure and axis\n",
    "    fig, ax = plt.subplots(figsize=(3, 3))\n",
    "\n",
    "    # Extract the focal mechanism parameters\n",
    "    strike = source[0]\n",
    "    dip = source[1]\n",
    "    rake = source[2]\n",
    "\n",
    "    # Plot the beachball\n",
    "    beachball([strike, dip, rake], size=size,\n",
    "              linewidth=linewidth, facecolor='black', bgcolor='white', fig=fig)\n",
    "\n",
    "    # Show the plot\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "plot_beachball([339.000, 15.000, 161.000])\n",
    "plot_beachball([331,  5.5 ,255])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "source: 0 {'x': 0.0, 'y': 0.0, 'z': 1.2, 'strike': 61.0, 'dip': 68.0, 'rake': 15.0}\n",
      "d_path: ./out_chengyu/wav_0/\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "source: 1 {'x': 0.0, 'y': 0.0, 'z': 1.2, 'strike': 265.0, 'dip': 44.0, 'rake': -126.0}\n",
      "d_path: ./out_chengyu/wav_1/\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "source: 2 {'x': 0.0, 'y': 0.0, 'z': 1.2, 'strike': 328.0, 'dip': 47.0, 'rake': -2.0}\n",
      "d_path: ./out_chengyu/wav_2/\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "source: 3 {'x': 0.0, 'y': 0.0, 'z': 1.2, 'strike': 132.0, 'dip': 34.0, 'rake': -30.0}\n",
      "d_path: ./out_chengyu/wav_3/\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "source: 4 {'x': 0.0, 'y': 0.0, 'z': 1.2, 'strike': 339.0, 'dip': 15.0, 'rake': 161.0}\n",
      "d_path: ./out_chengyu/wav_4/\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def draw_polarity(source_idx):\n",
    "    d_path = f\"./out_chengyu/wav_{source_idx}/\"\n",
    "    start, stop = 200, 750\n",
    "    data, sta_names = read_sac_waveforms(d_path)\n",
    "    data = data[:, start:stop]\n",
    "    # print(\"sta num\",len(data))\n",
    "    print(\"source:\", source_idx, sources[source_idx])\n",
    "    print(\"d_path:\", d_path)\n",
    "    t = 100\n",
    "    p_len = 150\n",
    "    polarity = []\n",
    "    # 最大值用于绘制圆点的大小\n",
    "    max_values = []\n",
    "    for i, d in enumerate(data):\n",
    "        first_motion_index = np.argmax(np.abs(d) > t)\n",
    "        first_motion_value = d[first_motion_index]\n",
    "        pwave_max = np.max(\n",
    "            np.abs(d[first_motion_index: first_motion_index+p_len]))/1000\n",
    "        max_values.append(pwave_max)\n",
    "\n",
    "        # Calculate the direction (positive or negative)\n",
    "        if first_motion_value > 0:\n",
    "            direction = 1\n",
    "        elif first_motion_value < 0:\n",
    "            direction = -1\n",
    "        else:\n",
    "            direction = 0\n",
    "        polarity.append(direction)\n",
    "        # print(direction)\n",
    "        # plt.figure(figsize=(6, 2))\n",
    "        # plt.plot(d)\n",
    "        # plt.title(f\"{sta_names[i]} : {direction}\")\n",
    "        # plt.show()\n",
    "    plt.figure(figsize=(4, 4))\n",
    "    for i in range(len(sta_names)):\n",
    "        x = station[sta_names[i]]['x']\n",
    "        y = station[sta_names[i]]['y']\n",
    "        # x = station[sta_names[i]]['x']\n",
    "        # y = station[sta_names[i]]['y']\n",
    "        if polarity[i] == 1:\n",
    "            plt.plot(x, y, 'ro', markersize=max_values[i])\n",
    "        elif polarity[i] == -1:\n",
    "            plt.plot(x, y, 'bo', markersize=max_values[i])\n",
    "        else:\n",
    "            plt.plot(x, y, 'ko')\n",
    "        plt.text(x, y, sta_names[i], fontsize=8, ha='right', va='bottom')\n",
    "    # draw source\n",
    "    sx = -sources[source_idx]['y']*1000\n",
    "    sy = -sources[source_idx]['x']*1000\n",
    "    # sx = sources[source_idx]['x']\n",
    "    # sy = sources[source_idx]['y']\n",
    "    plt.plot(sx, sy, 'g*', markersize=15)\n",
    "    plt.axis('equal')  # 确保数据单位比例相同\n",
    "    plt.grid()\n",
    "    plt.show()\n",
    "\n",
    "    plot_beachball([sources[source_idx]['strike'],\n",
    "                sources[source_idx]['dip'], sources[source_idx]['rake']])\n",
    "\n",
    "\n",
    "for i in range(0,5,1):\n",
    "    draw_polarity(i)\n",
    "# draw_polarity(4)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
